{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1faba10d",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#（1）测试月均气温\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "from numpy import *\n",
    "\n",
    "table = pd.read_excel(\".\\\\气象数据分析\\\\weatherData.xlsx\", keep_default_na=False)#这里处理了原Excel文件中的空值为空字符‘’\n",
    "\n",
    "# 按城市读取气温的数据\n",
    "tem0 = table.iloc[0:8759][\"TEMPERATURE\"]\n",
    "tem1 = table.iloc[8759:8759 * 2][\"TEMPERATURE\"]\n",
    "tem2 = table.iloc[8759 * 2: 8759 * 3][\"TEMPERATURE\"]\n",
    "tem3 = table.iloc[8759 * 3: 8759 * 4][\"TEMPERATURE\"]\n",
    "tem4 = table.iloc[8759 * 4: 8759 * 5][\"TEMPERATURE\"]\n",
    "tem5 = table.iloc[8759 * 5: 8759 * 6][\"TEMPERATURE\"]\n",
    "tem6 = table.iloc[8759 * 6: 8759 * 7][\"TEMPERATURE\"]\n",
    "tem7 = table.iloc[8759 * 7: 8759 * 8][\"TEMPERATURE\"]\n",
    "\n",
    "\n",
    "\n",
    "#设置图中的x,y轴名以及注释都设置为中文\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "\n",
    "# 处理表格中的空值，先将每个Series转换为list，然后将list里的所有‘’字符全部删除，在再将list转换为Series\n",
    "def deal(a):\n",
    "    list1 = a.tolist()\n",
    "    list2 = []\n",
    "    for i in range(len(list1)):\n",
    "        if list1[i] != '':\n",
    "            list2.append(list1[i])\n",
    "            a = pd.Series(list2)\n",
    "    return a\n",
    "\n",
    "# 图形输出函数，按月读取气温数据并求mean平均值，将其与相应月份分别设为图像的x,y轴并显示\n",
    "def plot_figure(a, x, y, name):\n",
    "    title = name\n",
    "    tem_1 = a.iloc[0:743]\n",
    "    tem_2 = a.iloc[743:1415]\n",
    "    tem_3 = a.iloc[1415:2159]\n",
    "    tem_4 = a.iloc[2159:2879]\n",
    "    tem_5 = a.iloc[2879:3623]\n",
    "    tem_6 = a.iloc[3623:4343]\n",
    "    tem_7 = a.iloc[4343:5087]\n",
    "    tem_8 = a.iloc[5087:5831]\n",
    "    tem_9 = a.iloc[5831:6551]\n",
    "    tem_10 = a.iloc[6551:7295]\n",
    "    tem_11 = a.iloc[7295:8015]\n",
    "    tem_12 = a.iloc[8015:8759]\n",
    "\n",
    "    tem_1 = deal(tem_1)\n",
    "    tem_2 = deal(tem_2)\n",
    "    tem_3 = deal(tem_3)\n",
    "    tem_4 = deal(tem_4)\n",
    "    tem_5 = deal(tem_5)\n",
    "    tem_6 = deal(tem_6)\n",
    "    tem_7 = deal(tem_7)\n",
    "    tem_8 = deal(tem_8)\n",
    "    tem_9 = deal(tem_9)\n",
    "    tem_10 = deal(tem_10)\n",
    "    tem_11 = deal(tem_11)\n",
    "    tem_12 = deal(tem_12)\n",
    "\n",
    "    mean_1 = mean(tem_1)\n",
    "    mean_2 = mean(tem_2)\n",
    "    mean_3 = mean(tem_3)\n",
    "    mean_4 = mean(tem_4)\n",
    "    mean_5 = mean(tem_5)\n",
    "    mean_6 = mean(tem_6)\n",
    "    mean_7 = mean(tem_7)\n",
    "    mean_8 = mean(tem_8)\n",
    "    mean_9 = mean(tem_9)\n",
    "    mean_10 = mean(tem_10)\n",
    "    mean_11 = mean(tem_11)\n",
    "    mean_12 = mean(tem_12)\n",
    "    mean_month = [mean_1, mean_2, mean_3, mean_4, mean_5, mean_6, mean_7, mean_8, mean_9, mean_10, mean_11, mean_12]\n",
    "    month = range(1, 13, 1)\n",
    "    temperature = range(-10, 40, 5)\n",
    "\n",
    "    # 设置图例\n",
    "    # name = axes[x, y]\n",
    "    plt.xticks(month)\n",
    "    plt.yticks(temperature)\n",
    "    plt.plot(month, mean_month, marker=\".\")\n",
    "    plt.xlabel('月份')\n",
    "    plt.ylabel('平均气温/℃')\n",
    "    plt.ylim(-10, 35)\n",
    "\n",
    "    plt.title(title + \"月均气温\")\n",
    "    plt.show();\n",
    "\n",
    "#通过调用8次此函数依次显示出八个城市的月均气温趋势\n",
    "plot_figure(tem0, 0, 0, \"MINNEAPOLIS\")\n",
    "plot_figure(tem1, 0, 1, 'DENVER')\n",
    "plot_figure(tem2, 0, 2, 'CHICAGO')\n",
    "plot_figure(tem3, 0, 3, 'OKLAHOMA')\n",
    "plot_figure(tem4, 1, 0, 'KANSAS')\n",
    "plot_figure(tem5, 1, 1, 'ATLANTA')\n",
    "plot_figure(tem6, 1, 2, 'LAS_VEGAS')\n",
    "plot_figure(tem7, 1, 3, 'NASHVILLE')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f924232a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#（2）8大城市的平均气温与其离海距离的关系\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "from numpy import *\n",
    "\n",
    "table = pd.read_excel(\".\\\\气象数据分析\\\\weatherData.xlsx\", keep_default_na=False)#这里处理了原Excel文件中的空值为空字符‘’\n",
    "\n",
    "\n",
    "def year_temperature(table):\n",
    "    tem_MINNEAPOLIS = []\n",
    "    tem_OKLAHOMA = []\n",
    "    tem_KANSAS = []\n",
    "    tem_DENVER = []\n",
    "    tem_NASHVILLE = []\n",
    "    tem_ATLANTA = []\n",
    "    tem_LAS_VEGAS = []\n",
    "    tem_CHICAGO = []\n",
    "\n",
    "    # 按城市读取其整年的气温数据\n",
    "    for i in range(0, 8759):\n",
    "        tem_MINNEAPOLIS.append(table.iloc[i][\"TEMPERATURE\"])\n",
    "    for i in range(8759, 8759 * 2):\n",
    "        tem_OKLAHOMA.append(table.iloc[i][\"TEMPERATURE\"])\n",
    "    for i in range(8759 * 2, 8759 * 3):\n",
    "        tem_KANSAS.append(table.iloc[i][\"TEMPERATURE\"])\n",
    "    for i in range(8759 * 3, 8759 * 4):\n",
    "        tem_DENVER.append(table.iloc[i][\"TEMPERATURE\"])\n",
    "    for i in range(8759 * 4, 8759 * 5):\n",
    "        tem_NASHVILLE.append(table.iloc[i][\"TEMPERATURE\"])\n",
    "    for i in range(8759 * 5, 8759 * 6):\n",
    "        tem_ATLANTA.append(table.iloc[i][\"TEMPERATURE\"])\n",
    "    for i in range(8759 * 6, 8759 * 7):\n",
    "        if table.iloc[i][\"TEMPERATURE\"] != '':\n",
    "            tem_LAS_VEGAS.append(table.iloc[i][\"TEMPERATURE\"])\n",
    "    for i in range(8759 * 7, 8759 * 8):\n",
    "        tem_CHICAGO.append(table.iloc[i][\"TEMPERATURE\"])\n",
    "\n",
    "\n",
    "    avg_tem_CHICAGO = mean(tem_CHICAGO)\n",
    "    avg_tem_MINNEAPOLIS = mean(tem_MINNEAPOLIS)\n",
    "    avg_tem_OKLAHOMA = mean(tem_OKLAHOMA)\n",
    "    avg_tem_KANSAS = mean(tem_KANSAS)\n",
    "    avg_tem_DENVER = mean(tem_DENVER)\n",
    "    avg_tem_ATLANTA = mean(tem_ATLANTA)\n",
    "    avg_tem_NASHVILLE = mean(tem_NASHVILLE)\n",
    "    avg_tem_LAS_VEGAS = mean(tem_LAS_VEGAS)\n",
    "\n",
    "    data1 = [['MINNEAPOLIS', avg_tem_MINNEAPOLIS], ['DENVER', avg_tem_DENVER], ['CHICAGO', avg_tem_CHICAGO],\n",
    "             ['OKLAHOMA', avg_tem_OKLAHOMA], ['KANSAS', avg_tem_KANSAS], ['ATLANTA', avg_tem_ATLANTA],\n",
    "             ['LAS_VEGAS', avg_tem_LAS_VEGAS], ['NASHVILLE', avg_tem_NASHVILLE]]\n",
    "    data2 = [['MINNEAPOLIS', 1269], [\"OKLAHOMA\", 778], [\"KANSAS\", 1073], [\"DENVER\", 1335], [\"NASHVILLE\", 663],\n",
    "             [\"ATLANTA\", 376],\n",
    "             [\"LAS_VEGAS\", 364], [\"CHICAGO\", 1153]]\n",
    "    year_avg_tem = pd.DataFrame(data1, columns=['city', 'avg_tem'])\n",
    "    distance = pd.DataFrame(data2, columns=['city', 'distance'])\n",
    "    link = pd.merge(year_avg_tem, distance)\n",
    "    link = link.sort_values(by=[\"distance\"])  # 得到列属性为城市，距离，气温的dataframe\n",
    "\n",
    "    x = []\n",
    "    y = []\n",
    "    z = []\n",
    "\n",
    "    for i in range(8):\n",
    "        x.append(link.iloc[i][\"distance\"])#x轴数据\n",
    "        y.append(link.iloc[i][\"avg_tem\"])#y轴数据\n",
    "        z.append(link.iloc[i][\"city\"])#点注释\n",
    "\n",
    "    # 设置图形属性\n",
    "    plt.plot(x, y)\n",
    "    for i in range(8):\n",
    "        plt.text(x[i], y[i], z[i], fontsize=7)\n",
    "    #设置x,y轴名和各个注释为中文\n",
    "    plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "    plt.rcParams['axes.unicode_minus'] = False\n",
    "    plt.ylabel('年平均气温')\n",
    "    plt.xlabel('离海距离')\n",
    "    plt.show()\n",
    "    \n",
    "year_temperature(table)\n",
    "\n",
    "#从图示可以看出，离海距离越远，年平均气温就越低（趋势）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b1b864ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#（3）八大城市露点与离海距离的关系\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "from numpy import *\n",
    "\n",
    "table = pd.read_excel(\".\\\\气象数据分析\\\\weatherData.xlsx\", keep_default_na=False)#这里处理了原Excel文件中的空值为空字符‘’\n",
    "\n",
    "\n",
    "def year_dewp(table):\n",
    "    dewp_MINNEAPOLIS = []\n",
    "    dewp_OKLAHOMA = []\n",
    "    dewp_KANSAS = []\n",
    "    dewp_DENVER = []\n",
    "    dewp_NASHVILLE = []\n",
    "    dewp_ATLANTA = []\n",
    "    dewp_LAS_VEGAS = []\n",
    "    dewp_CHICAGO = []\n",
    "\n",
    "    # 按城市读取露点数据\n",
    "    for i in range(0, 8759):\n",
    "        dewp_MINNEAPOLIS.append(table.iloc[i][\"DEWP\"])\n",
    "    for i in range(8759, 8759 * 2):\n",
    "        dewp_OKLAHOMA.append(table.iloc[i][\"DEWP\"])\n",
    "    for i in range(8759 * 2, 8759 * 3):\n",
    "        dewp_KANSAS.append(table.iloc[i][\"DEWP\"])\n",
    "    for i in range(8759 * 3, 8759 * 4):\n",
    "        dewp_DENVER.append(table.iloc[i][\"DEWP\"])\n",
    "    for i in range(8759 * 4, 8759 * 5):\n",
    "        dewp_NASHVILLE.append(table.iloc[i][\"DEWP\"])\n",
    "    for i in range(8759 * 5, 8759 * 6):\n",
    "        dewp_ATLANTA.append(table.iloc[i][\"DEWP\"])\n",
    "    #处理CHICAGO数据中的空格\n",
    "    for i in range(8759 * 6, 8759 * 7):\n",
    "        if table.iloc[i][\"DEWP\"] != '':\n",
    "            dewp_LAS_VEGAS.append(table.iloc[i][\"DEWP\"])\n",
    "    for i in range(8759 * 7, 8759 * 8):\n",
    "        dewp_CHICAGO.append(table.iloc[i][\"DEWP\"])\n",
    "\n",
    "\n",
    "    avg_dewp_CHICAGO = mean(dewp_CHICAGO)\n",
    "    avg_dewp_MINNEAPOLIS = mean(dewp_MINNEAPOLIS)\n",
    "    avg_dewp_OKLAHOMA = mean(dewp_OKLAHOMA)\n",
    "    avg_dewp_KANSAS = mean(dewp_KANSAS)\n",
    "    avg_dewp_DENVER = mean(dewp_DENVER)\n",
    "    avg_dewp_ATLANTA = mean(dewp_ATLANTA)\n",
    "    avg_dewp_NASHVILLE = mean(dewp_NASHVILLE)\n",
    "    avg_dewp_LAS_VEGAS = mean(dewp_LAS_VEGAS)\n",
    "\n",
    "    data1 = [['MINNEAPOLIS', avg_dewp_MINNEAPOLIS], ['DENVER', avg_dewp_DENVER], ['CHICAGO', avg_dewp_CHICAGO],\n",
    "             ['OKLAHOMA', avg_dewp_OKLAHOMA], ['KANSAS', avg_dewp_KANSAS], ['ATLANTA', avg_dewp_ATLANTA],\n",
    "             ['LAS_VEGAS', avg_dewp_LAS_VEGAS], ['NASHVILLE', avg_dewp_NASHVILLE]]\n",
    "    data2 = [['MINNEAPOLIS', 1269], [\"OKLAHOMA\", 778], [\"KANSAS\", 1073], [\"DENVER\", 1335], [\"NASHVILLE\", 663],\n",
    "             [\"ATLANTA\", 376],\n",
    "             [\"LAS_VEGAS\", 364], [\"CHICAGO\", 1153]]\n",
    "    year_avg_tem = pd.DataFrame(data1, columns=['city', 'avg_dewp'])\n",
    "    distance = pd.DataFrame(data2, columns=['city', 'distance'])\n",
    "    link = pd.merge(year_avg_tem, distance)\n",
    "    link = link.sort_values(by=[\"distance\"])  # 得到列属性为城市，露点，距离的dataframe\n",
    "    x = []\n",
    "    y = []\n",
    "    z = []\n",
    "\n",
    "    for i in range(8):\n",
    "        x.append(link.iloc[i][\"distance\"])\n",
    "        y.append(link.iloc[i][\"avg_dewp\"])\n",
    "        z.append(link.iloc[i][\"city\"])\n",
    "\n",
    "    # 设置图形属性\n",
    "    plt.plot(x, y)\n",
    "    for i in range(8):\n",
    "        plt.text(x[i], y[i], z[i], fontsize=7)\n",
    "    #设置x,y轴名和各个注释为中文       \n",
    "    plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "    plt.rcParams['axes.unicode_minus'] = False\n",
    "    plt.ylabel('年平均露点/℃')\n",
    "    plt.xlabel('离海距离/km')\n",
    "    plt.title(\"8大城市露点_距离关系\")\n",
    "    plt.show()\n",
    "year_dewp(table)\n",
    "\n",
    "#从图示可以看出，大体上离海距离越远，露点就越低"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7b3b2e09",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#（4）城市的气温与气压关系\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "from numpy import *\n",
    "\n",
    "table = pd.read_excel(\".\\\\气象数据分析\\\\weatherData.xlsx\", keep_default_na=False)#这里处理了原Excel文件中的空值为空字符‘’\n",
    "# 按城市读取气温数据\n",
    "tem0 = table.iloc[0:8759][\"TEMPERATURE\"]\n",
    "tem1 = table.iloc[8759:8759 * 2][\"TEMPERATURE\"]\n",
    "tem2 = table.iloc[8759 * 2: 8759 * 3][\"TEMPERATURE\"]\n",
    "tem3 = table.iloc[8759 * 3: 8759 * 4][\"TEMPERATURE\"]\n",
    "tem4 = table.iloc[8759 * 4: 8759 * 5][\"TEMPERATURE\"]\n",
    "tem5 = table.iloc[8759 * 5: 8759 * 6][\"TEMPERATURE\"]\n",
    "tem6 = table.iloc[8759 * 6: 8759 * 7][\"TEMPERATURE\"]\n",
    "tem7 = table.iloc[8759 * 7: 8759 * 8][\"TEMPERATURE\"]\n",
    "# 按城市读取气压数据\n",
    "pre1 = table.iloc[0:8759][\"PRESSURE\"]\n",
    "pre2 = table.iloc[8759:8759 * 2][\"PRESSURE\"]\n",
    "pre3 = table.iloc[8759 * 2: 8759 * 3][\"PRESSURE\"]\n",
    "pre4 = table.iloc[8759 * 3: 8759 * 4][\"PRESSURE\"]\n",
    "pre5 = table.iloc[8759 * 4: 8759 * 5][\"PRESSURE\"]\n",
    "pre0 = table.iloc[8759 * 5: 8759 * 6][\"PRESSURE\"]\n",
    "pre6 = table.iloc[8759 * 6: 8759 * 7][\"PRESSURE\"]\n",
    "pre7 = table.iloc[8759 * 7: 8759 * 8][\"PRESSURE\"]\n",
    "\n",
    "\n",
    "# 处理表格中的空值，先将每个Series转换为list，然后将list里的所有‘’字符全部删除，在再将list转换为Series\n",
    "def deal(a):\n",
    "    list1 = a.tolist()\n",
    "    list2 = []\n",
    "    for i in range(len(list1)):\n",
    "        if list1[i] != '':\n",
    "            list2.append(list1[i])\n",
    "            a = pd.Series(list2)\n",
    "    return a\n",
    "\n",
    "#设置x,y轴名和各个注释为中文\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "\n",
    "# 数据处理总函数，求出气温气压的平均值之后，运用plt画图，并设置图形属性\n",
    "def plot_figure(a, b, x, y, name):\n",
    "    title = name\n",
    "    tem_1 = a.iloc[0:743]\n",
    "    tem_2 = a.iloc[743:1415]\n",
    "    tem_3 = a.iloc[1415:2159]\n",
    "    tem_4 = a.iloc[2159:2879]\n",
    "    tem_5 = a.iloc[2879:3623]\n",
    "    tem_6 = a.iloc[3623:4343]\n",
    "    tem_7 = a.iloc[4343:5087]\n",
    "    tem_8 = a.iloc[5087:5831]\n",
    "    tem_9 = a.iloc[5831:6551]\n",
    "    tem_10 = a.iloc[6551:7295]\n",
    "    tem_11 = a.iloc[7295:8015]\n",
    "    tem_12 = a.iloc[8015:8759]\n",
    "\n",
    "    pre_1 = b.iloc[0:743]\n",
    "    pre_2 = b.iloc[743:1415]\n",
    "    pre_3 = b.iloc[1415:2159]\n",
    "    pre_4 = b.iloc[2159:2879]\n",
    "    pre_5 = b.iloc[2879:3623]\n",
    "    pre_6 = b.iloc[3623:4343]\n",
    "    pre_7 = b.iloc[4343:5087]\n",
    "    pre_8 = b.iloc[5087:5831]\n",
    "    pre_9 = b.iloc[5831:6551]\n",
    "    pre_10 = b.iloc[6551:7295]\n",
    "    pre_11 = b.iloc[7295:8015]\n",
    "    pre_12 = b.iloc[8015:8759]\n",
    "\n",
    "    tem_1 = deal(tem_1)\n",
    "    tem_2 = deal(tem_2)\n",
    "    tem_3 = deal(tem_3)\n",
    "    tem_4 = deal(tem_4)\n",
    "    tem_5 = deal(tem_5)\n",
    "    tem_6 = deal(tem_6)\n",
    "    tem_7 = deal(tem_7)\n",
    "    tem_8 = deal(tem_8)\n",
    "    tem_9 = deal(tem_9)\n",
    "    tem_10 = deal(tem_10)\n",
    "    tem_11 = deal(tem_11)\n",
    "    tem_12 = deal(tem_12)\n",
    "\n",
    "    pre_1 = deal(pre_1)\n",
    "    pre_2 = deal(pre_2)\n",
    "    pre_3 = deal(pre_3)\n",
    "    pre_4 = deal(pre_4)\n",
    "    pre_5 = deal(pre_5)\n",
    "    pre_6 = deal(pre_6)\n",
    "    pre_7 = deal(pre_7)\n",
    "    pre_8 = deal(pre_8)\n",
    "    pre_9 = deal(pre_9)\n",
    "    pre_10 = deal(pre_10)\n",
    "    pre_11 = deal(pre_11)\n",
    "    pre_12 = deal(pre_12)\n",
    "\n",
    "    mean_tem_1 = mean(tem_1)\n",
    "    mean_tem_2 = mean(tem_2)\n",
    "    mean_tem_3 = mean(tem_3)\n",
    "    mean_tem_4 = mean(tem_4)\n",
    "    mean_tem_5 = mean(tem_5)\n",
    "    mean_tem_6 = mean(tem_6)\n",
    "    mean_tem_7 = mean(tem_7)\n",
    "    mean_tem_8 = mean(tem_8)\n",
    "    mean_tem_9 = mean(tem_9)\n",
    "    mean_tem_10 = mean(tem_10)\n",
    "    mean_tem_11 = mean(tem_11)\n",
    "    mean_tem_12 = mean(tem_12)\n",
    "    mean_pre_1 = mean(pre_1)\n",
    "    mean_pre_2 = mean(pre_2)\n",
    "    mean_pre_3 = mean(pre_3)\n",
    "    mean_pre_4 = mean(pre_4)\n",
    "    mean_pre_5 = mean(pre_5)\n",
    "    mean_pre_6 = mean(pre_6)\n",
    "    mean_pre_7 = mean(pre_7)\n",
    "    mean_pre_8 = mean(pre_8)\n",
    "    mean_pre_9 = mean(pre_9)\n",
    "    mean_pre_10 = mean(pre_10)\n",
    "    mean_pre_11 = mean(pre_11)\n",
    "    mean_pre_12 = mean(pre_12)\n",
    "\n",
    "    mean_tem_month = [mean_tem_1, mean_tem_2, mean_tem_3, mean_tem_4, mean_tem_5, mean_tem_6, mean_tem_7, mean_tem_8,\n",
    "                      mean_tem_9, mean_tem_10, mean_tem_11, mean_tem_12]\n",
    "    mean_pre_month = [mean_pre_1, mean_pre_2, mean_pre_3, mean_pre_4, mean_pre_5, mean_pre_6, mean_pre_7, mean_pre_8,\n",
    "                      mean_pre_9, mean_pre_10, mean_pre_11, mean_pre_12]\n",
    "    month = ['一月', '二月', '三月', '四月', '五月', '六月', '七月', '八月', '九月', '十月', '十一月', '十二月']\n",
    "    # plt.plot(x, y)\n",
    "    plt.plot(mean_pre_month, mean_tem_month, marker=\".\")\n",
    "    for i in range(12):\n",
    "        plt.text(mean_pre_month[i], mean_tem_month[i], month[i], fontsize=6, rotation=-90)\n",
    "    plt.xlabel('平均气压/(10Pa)')\n",
    "    plt.ylabel('平均气温/℃')\n",
    "    # name.set_xticks(range(1004, 1024, 4))\n",
    "    # name.set_xlim(1004, 1024)\n",
    "    # name.set_ylim(-10, 35)\n",
    "    # name.set_yticks(range(-10, 35, 5))\n",
    "    plt.title(title + \"气温_气压关系\")\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "plot_figure(tem0, pre0, 0, 0, \"MINNEAPOLIS\")\n",
    "plot_figure(tem1, pre1, 0, 1, 'OKLAHOMA')\n",
    "plot_figure(tem2, pre2, 0, 2, 'KANSAS')\n",
    "plot_figure(tem3, pre3, 0, 3, 'DENVER')\n",
    "plot_figure(tem4, pre4, 1, 0, 'NASHVILLE')\n",
    "plot_figure(tem5, pre5, 1, 1, 'ATLANTA')\n",
    "plot_figure(tem6, pre6, 1, 2, 'LAS_VEGAS')\n",
    "plot_figure(tem7, pre7, 1, 3, 'CHICAGO')\n",
    "\n",
    "#从图示可以看出，各大城市的气压随气温上升，随气温下降而下降"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4b7fd1d3",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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UpzEj0N+Hzk2C6ea+QugeFUzDoMCLPub0FXE89+UmejSvz+ThMdQN9L/ofeZXIe8EFpGawGBgjaruKa68JYCL98Xqg/x+1gYi69diyoieRIbW8nZIxlRYqsrhE5lOMohLYe2BZDYfSiUrx5kIsUlwTbpH/dJs1D68LgF+pb9K+HLdIX43cz3twoOYNrInoXXKtvmpQiaA0rIEcOFyc5XXv9vBv3/YRd/WoUy8N5p6Ncv+m4YxVd1pVw6bDqWydn/y2SuFwycyAajh50OnJvXOdi53jwqhUd2SXSX8sO0oY2esJiK4JtMfuIwmwTWLf1MJWQKoxjKzc3jy8/V8veEwd/Voxos3d/RKh5MxVdXhExlOMnD3JWw8dIIsl3OVEFEvkG5Rv/QldIioW+hIu1X7jjNq6irq1PBj+gOX0bphnWKPXZK5jWwuoGoqMe00Y6bHsu5ACr+/oR1jrmxpI32MKWPh9WoS3qkmgzqFA85Vwpb41LNXCGv3pzB3w2EAAnx96NikrtOP4O5LCK/nfNvv0bw+n47pxfAPVnLnu8uZNrLn2UnkUlNTufPOO/Hzc07bWVlZLFiw4KLmNrIEUIXtSEhj1NRVJJ08zdv3RjOwY2Nvh2RMtVDDz5dukSF0iwxhFC0ASEjNdA9BTWHt/mQ+WhHH+0uccS+N6wbSPSr47FXCjNG9GDV1FXe/t4L37o+hd6tQ6taty7x588471sUsyGRNQFXUjzsSGTdjDYEBvrw/PIbOTYO9HZIxJo8sVy7bjqSyJs6dFA4kc+B4BuBcJTQIqsGhlAz8fIUhnSMY1iuqwIkYSzK3kfUBVCMzfo7juS8306ZhHT4Y0YOIMuxMMsZ4ztG0TNbuTznbdLRufzJZ7vsS0pZMp61vInXzDN7o3bs37dq1O2d1sdmzZ5+3X0sA1UBOrvKXb7Yyeclerm7bgDfv6U6dGtbKZ0xl9eb3O/nndzvIVfAVeOK6toy7uvXZ10u6ulh5zwZqytmp0y4emr6ayUv2MqJPc967P8ZO/sZUcn1ahRHg54OvOIsx5V9QJu8J/0IGd9gZogo4ciKTB6atYuvhVF74VQeG92nu7ZCMMWWgsHmNyoolgEpu06ETPDBtFSczXbw/vAdXt2vo7ZCMMWWooHmNyoolgEps4ZYEHvt0LcE1/flibB8uDa/r7ZCMMZWIJYBKSFX5YOk+Xpq7hc5N6vHe/TE0LOHt5sYYc4YlgErGlZPL83M289GK/dzQsTGv39mVmgG2gIsxpvQsAVQiqZnZPPrxWn7ckcjDV7Xiqevbem0lIWNM5WcJoJI4cDydB6atYk/iKf52WyeG9rDlMY0xF8cSQCWwdn8yD34YS5Yrlw9H9aRP6zBvh2SMqQIsAVRwczcc5omZ62hUN5BPx/Qo0fSwxhhTEpYAKihVZeLi3fx9/nZiokKYdH8M9WsHeDssY0wV4tEEICKNgHmq2q2A10KAGUAQsFlVH/ZkLJVJliuXP8zeyBerD3JT1wj+dlvncl8s2lQfixYtIjc3l2uvvbbIciVZeMRULp6+AngNKGwqyvuAj1T1YxGZISIxqlrtZ3pLSc/ioemr+XnvcX47oA2/uaaNLeBiPMrX15eSTAp5MQuPmIrJYwlARPoDp4AjhRQ5BrQVkWCgGbDfU7FUFnuTTvHA1FUcTM7gjaFdublbE2+HZKqo1XHJPPPMM5zYvw1XRhqqymuvvcYPP/xAv379zvnS0blzZ1599dWLWnjEVEwemQ5aRAKABcDNwH9VtV8BZaKAvwDbgKbAOFXNLqDcGGAMQGRkZHRcXFyZx1sRrNx7nDHTY/ERYdJ90cQ0r+/tkEwVtToumXveW0F2Ti4Bvj483tFFq7CaDBgwoMj3lWThEVMxlfd00BOAt1Q1pYgyrwAPq+qfcZLAyIIKqeokVY1R1ZgGDRqUfaQVwKw1B7l38gpCawcw+5E+dvI3HrVizzFOu3LJVch05fL3eVv4v4U7eOuHXXy/LYEjJzLPaxKaPn0648ePZ/HixYwfP56q+rdY3XjqCuBHINf9tCvwhaqOzldmNk4fwQrgY2Chqr5X1H6r2oIwqso/v9vB/32/iz6tQnn73mjq1fIv/o3GXISlu5K4d/LPAPj5CNFRwRw+cZr9x9PPlgmp5U/7iLpc2rgu7SPq0q5xEG0aBeHv61PkwiMXwjqhPa+wKwCP9AGo6pV5DrwYeF1EXlLVZ/IU+wswBYgClgOfeCKWiiozO4fxX2xgzvp4hsY046VbOuLva+vzGM9Ly3QBMLRHU+6MiTw71XBaZjbbjqSxJT6VrYdT2XI4lQ9XxJHlcr7LBfj60LphHdpH1KV9eF0uDXf+vdgvLXk7oVNTU7nzzjvx83NOTVlZWSxYsACwTmhP8Ph9AHna/5/Jt30l0MHTx6+Ikk6eZsyHsazZn8Lvb2jHmCtb2kgfU24WbU0gKNCPl27udM6XjqBAf3o0r0+PPE2Qrpxc9iadYos7IWyJT2Xx9qN8sfrg2TJNgmu6k0GQc9UQXpdmIbWKnafq2WefZdWqVRw/fvxsJ3SXLl2YN29egeWtE7rs2ZrA5WxnQhqjpq0iMe00bwztysCO4d4OyVQjublKz1cW0rtVGG/efd7tOSV2NC2TrYfPvVrYk3iSXPfppE4NP9o1/iUhtA+vS9vGQQT6+7I6LvmcFa4WL16My+WyTmgPKtcmIFOwJTuTGDtjNYH+vnw2pjddmgV7OyRTzaw7mELSySwGXHpxK8c1DAqkYVAgV13yS2dwRlYOOxLS2HLYnRTiU5m15hAnTzsj93wEwoNrcjglA1Wo4e/DjNG9yMnJOdsE9Mwzz5D/S94VV1xBZGQk48ePZ+jQocydO5fJkydfVPzGYVcA5eSTlft55r+baNOwDu+P6EGT4MLujzPGc16dt413f9zDmmeuLZcBB7m5yoHk9LMJYe7GI+xOPAmAr8AT17Vl3NWti91P3o7nsu6Erg7sCsBLcnKVv83bxqQf99CvbQPevLsbQYE20sd4x6KtR+nRPKTcRpv5+AhRobWJCq3NwI7hXNW2IfdOXkG2Kxd/Px96tQwt0X7ynvDt5F92LAF4UHqWi99+uo4FWxIY3juKZ29sj5+N9DFecuB4OtsT0nhm8KVeiyE6KoQZo3ud0wdgvMcSgIckpGbywLRVbIlP5fkh7RnRt4W3QzLV3KKtCQBcc2kjr8YRHRViJ/4KwhKAB2yOP8EDU2NJy8xm8vAY+rfz7h+cMQCLth2lVYPatAir7e1QTAVh7RFlbNHWBO54Zzki8PnDfezkbyqEtMxsVuw5xgAvf/s3FYtdAZQRVWXK0n28NHcLHSLq8f7wGBrWDfR2WMYA8OOOJLJz1OvNP6ZisQRQBlw5ufz56y18uDyO6zs04p9Du1IrwD5aU3Es2ppAcC1/ukcGezsUU4HYWeoipWVm8+jHa/nfjkQeuqolT1/frthb4I0pT66cXH7YfpSr2za0UWjmHJYALsLB5HQemBrL7sST/OXWTtzdM9LbIRlznjX7U0hOz7b2f3MeSwAXaN2BFEZPi+W0K4dpo3rSt3WYt0MypkCLtibg7ytceYn9jppzWQK4AN9sPMzjn62jYd0afDrmMlo3DPJ2SMYUauHWBC5rEWp3oJvzWINgKagqExfv4pEZa+jYpB7/faSvnfxNhbYv6RS7E09xzUVO/maqJrsCKKEsVy7P/HcjM2MP8qsuEbx6e2cC/X29HZYxRVrovvvX2v9NQSwBlMCJ9Gwe/mg1y/cc4zfXtOG3A9rYhFSmUli4NYG2jYJoVr+Wt0MxFZAlgGLsSzrFqKmrOJicwRtDu3JztybeDsmYEjmRns2qfck8dGVLb4diKiiP9gGISCMRWVtMmYkiMsSTcVyoVfuOc8vEpSSnZzHjwcvs5G8qlcU7jpKTa3f/msJ5+grgNaDQlU9E5AqgsarO8XAcpTZ77UGe/mIjTevXZMqIHkSF2gRapnJZtPUoYXUC6Gorz5lCeOwKQET6A6eAI4W87g+8B+wTkZs8FUdpqSqvf7eDxz9bT3RUCLPH9rWTv6l0svPc/etrd6abQngkAYhIAPAcMKGIYvcDW4BXgZ4i8utC9jVGRGJFJDYxMbHsg80jMzuH33y6jv9btJM7Y5oybVTPcls5yZiytGrfcdIyXdb8Y4rkqSuACcBbqppSRJluwCRVPQJ8BFxdUCFVnaSqMaoa06BBg4KKlIljJ09z7+Sf+Wp9PE8PbMffbutMgJ/dJmEqp0VbjxLg68MVbezuX1M4T/UBDAD6i8g4oKuITFbV0fnK7ALODE+IAeI8FEuxdh1NY+TUVRxNPc3b93bnhk7h3grFmIumqizamkCf1qHUrmED/UzhPPLboapXnvlZRBYDr4vIS6r6TJ5i7wMfiMhdgD9wuydiKc7SXUk8/NFqavj58tlDva3DzFR6uxNPse9YOg9cYcM/TdE8/vVAVfu5f3wm3/Y04A5PH78on67czzP/3UTrhnWYPDyGpiF2s4yp/M7c/XtNO5v+wRStWl4f5uYqf5u3jXd/3MNVlzTg3/d0s4myTJWxaGsC7cPrEhFc6AhsY4BqlADWrl3Lb3/7WxTYdfQkx09lcfe4pzm96GOGfHgIgPT0dFauXOndQI25CMmnslgdl8yj/dt4OxRTCVSbBNCtWzc+nzOf/iOfIrDP9bx9Y3tG9GnOn/60g/vvuw+A+fPnezlKYy7OD9uPkqswwGb/NCVQLRLA6rhkvloXzxvjR5KRdIBLD8Syy+dqpO/LBAYG0qtXLwDWr1/v5UiNuTgLtybQMKgGHSPqeTsUUwmUKAGISF+ccfs1gQPAAlU97snAysrquGTunrSCrJxcQm79E0NOLeGjN//CP/7xDwBmzZrFggULAHC5XDz99NPeDNeYC5blyuXHHUkM6RJu61KbEikyAbjn6vkN8B2wBMgAWgCviMhR4AVVzfF4lBdhxZ5jZOXkcuLnWWTsXsk8Vwr9Ni7nwIEDpKenM378eIYOHcrcuXOZPHmyt8M15oL9vPcYJ0+7uKad3f1rSqbQBCAiLYAhwNB8J/ntwDz3VcGvgTc8GuFF6tUylEA/H7THTdS77FZu7BTOv+7uhq+PoKpn5/UfNGgQgwcP9nK0xly4RVuPEujvY+tTmxIrNAGo6l7gqYJecyeH5aq61FOBlZXoqBBmPNiL5buT2Ho4la83HiYrJ5d/3dWNmgG/rOhlC7yYykxV+W5LApe3Djvn99qYopS4E1hE3gYWAp2Ba3Bm+fTK3bulFR0VQnRUiPPzkr28OHcLd723gsn3x9AgqIaXozPm4m1PSONQSgaP9m/t7VBMJVKa2c46qOp/gF6qejkQ4aGYPGrU5S14d1g024+kcuvbS9l19KS3QzLmoi3aehSwu39N6ZQmAbhE5A1gp4j0BLI9E5LnXdehMZ+O6U1GVg63vb2Mn/cc83ZIxlyUhVsT6NK0Hg3rBno7FFOJlCYBDAV+BMYDdXDm86+0ujYLZvYjfQmrE8B976/ky3WHvB2SMRckMe006w6k2Nz/ptSKTAAi8isRqQWgqomqOktVM1T1e1X12vTNZaVZ/VrMGtuXbpHB/ObTdfz7+52oqrfDMqZUfth2FFW4xu7+NaVU3BXAUuDXIvKQe5WvKqdeLX8+fKAnN3eN4LUFO5jwn41k5+R6OyxjSmzh1gQi6gXSPryut0MxlUyRo4BU9RjwNxFpAjwlIgeA6apapc6QNfx8+efQrjSrX4s3v99F/IkMJt7b3WYINRVeZnYOP+1M4vbopjaU2ZRaifoAVPWQqr4E/AQ8KyJDPRtW+RMRfnddW169rTPLdx/jjneWE5+S4e2wjCnS8j3HyMjOseYfc0FKteitqu5R1ReATSLygohUuVsO7+zRjCkje3AoOYNbJi5lc/wJb4dkTKEWbkmgVoAvvVqGejsUUwmVOAGIyGMi8oGIfAA8CTRT1STPheY9V7RpwOdje+Mjwp3vLOeH7Ue9HZIx51FVvt92lCvahBHob3f/mtIrzRXA3cCLwAvAn4Dni3uDiDQSkbUXW8Yb2jWuy3/H9SUqtDajp8Xy8c/7vR2SMefYHJ/K4ROZDLDhn+YClWY9gAScqSDiAAEU6F/Me17DmUL6Yst4RaO6gcx8uDe//ngNf5i9kf3H03nq+rY21a6pEBZtPYoIXG13/5oLVJoE4A90UtX0khQWkf7AKZw5gy64jLfVqeHHe/fH8NxXm3nnf7s5mJzOa3d0sUtu43WLtiXQrVkwYXVsPitzYUrTBNQIWCUi34vIDyLyfWEF3fcMPAdMuJgy7nJjRCRWRGITExNLEW7Z8fP14eWbOzLhhnZ8veEwwyb/TPKpLK/EYgxAQmomGw6esLt/zUUpNAGISJSI3HzmuarGqGoHVe2vqlcDQ0XkrkLePgF4S1VTijh2ScqgqpPcx45p0KBBUUU9SkR4+KpW/Puebmw4dIJb317GvqRTXovHVG9nJn+rc2wr33333dntw4YNo1+/fvTr14+ePXt6KzxTSRSaANxTPVwiIv8nIpec2S4itUTkfuBNnLmBCjIAGCcii4GuIlLQUlslKVPh3Ng5go9HX0ZKeha3vr2M1XHJ3g7JVEOLtibQrH5NIkPrnHMDWMuWLZkwYQITJkygb9++XozQVAZS3Nw3IhIF3Ae0cm9KB75R1bklOoBzgn8EuEdVnymsjKr2K25fMTExGhsbW5LDetzepFOMmLKSwycyeWNoVwZ1Cvd2SKaayMjKoWn/YYSkH6C+XxaqSmhoKF26dKFevXo88sgjALz77ru2xrUBQERWq2rMedsr0+RnFSkBABw7eZoHP4xl7YEU/nDDpYy+ooXdjm887p3/7eav327jTze2p4UrDpfLxYABAwCIiYmhTp06ALhcLpYsWeLNUE0FUVgCKNWdwOZcoXVq8PGDvRjUMZyXv9nKc19uxmUTyRkPWh2XzN/nbQfgb/O3sTU+5ewMttOnT2f8+PEsXryY8ePH480+M1M5FDkM1N3W/72qHiyneCqdQH9f3ry7G01DavLuj3s4lJLBm3d3o3aN0oywNaZkpizdS477hJ/tyiU3vCPXXu0sAzls2LCzV6CDBg1i8ODBXovTVA7FXQF8AtwgIhNExL5OFMLHR/j9oEt58aYOLN5+lKGTlnM0NdPbYZkqZtnuJL7ddBgfAV8Bfz+fc+YAytv8aE2RpiRK1AfgXhTmASAAmKyqXpkhraL1ARTk+20JPPrxWkJqBTBlZA8uaRTk7ZBMFbAjIY3b3l5G47qBPDu4PRvjT9CrZSjRUSHeDs1UAmXSCSwi9YDRQBbwfknvCi4rlSEBAGw6dIJRU1eRkZXDO/dF07d1lZs01ZSjhNRMbnlrKdm5yuxH+tA0pJa3QzKVTJl0AqvqCVX9B/Ap8FhVnA66LHRsUo/Z4/oSHhzI8A9W8sVq60IxF+bkaRcjp6ziREY2U0b0sJO/KVPFrQkcKCKRBbx0WlX/CjzsmbAqvybBNflibB8ua1mfJz9fzz+/22HrDZtSyc7J5ZEZa9iekMbEYdF0bFLP2yGZKqa4K4BQ4C4RWSIii0XkMxGpCcwTkabASM+HWHnVDfRnyoie3B7dlH8t2snvZq4ny2XDRE3xVJU/zt7IjzsSeeWWjlx1iY3BMGWvuASQDeQA6e47dRsCHwB/cQ8NPenZ8Cq/AD8f/n57Z5649hJmrT3E8A9WciI929thmQru/xbtYmbsQR7r35qhPQq6CDfm4hWXAH4DXAVEisgTQFMgFWgrIg8CtmhuCYgIj13Thn8O7UJs3HFue2cZB46Xa/+5qUS+WH2Qfy7cwW3dm/L4tZcU/wZjLlBxCWAZsBtIBv4HRLkfPwGrAJdHo6tibunWlGmjejqjOiYuY8PBFG+HZCqYn3YmMuE/G7i8dRh/ubWTjec3HlVcAogFDgKZQCKwFPgYeBzYgCWAUuvTKoxZY/tQw8+Hoe+uYOGWBG+HZCqILfGpjP1oDa0b1mHisO4E+NlMLcazivsNC8CZLmIF8BTwlap+6H4+Dtjn0eiqqDaNgpg9rg9tGtVhzPRYpi3b5+2QjJcdPpHBqKmrqFPDjykje1A30N/bIZlqoMgEoKoHcL71PwP8A1gvIlcCG4H2wDSPR1hFNQwK5NMxvejfrhF/+mozL369hdxcGyZaHaVmZjPig1WcOu1i6qgehNerkEtkmyqouPsARgG/BsKAO4FhwBVAL5yrg64ejq9KqxXgx7v3RTOiT3PeX7KXR2asISMrx9thmXKU5cpl7Eer2Z14knfui6Zd47reDslUI0VOWamqH+AM+0REtuAsBLPxzOsi8rhnw6v6fH2E53/VgWb1a/HS3C3c/d4KJg+PsYW+qwFVZcJ/NrB01zH+cUcXmzLElLsS9zKp6pwzJ38RiRCR/wO+9lhk1cwDl7fg7Xuj2Xo4lVsnLmN3ot1iUdW9/t0OZq09xO+uvYTbopt6OxxTDZV6mIGIBOG0/18BjCnziKqxgR0b8+mYXpw67eLWictYufe4t0MyHvLJyv28+f0u7urRjEf7t/Z2OKaaKnI2UBFJBFYDZ+YvECANZ/TPj6pa5BWAiDQC5qlqtwJeq4czqZwfzh3FQ1U1q6j9VZbZQC/W/mPpjJi6koPHM/j7HZ25qWsTb4dkytAP248yelosl7cOY/LwGPx9bbin8awLnQ10G3A7MAu4SVVvwBn+GQhsKcFxXwMKG9JwL/C6ql4LHAEGlmB/1UJkaC1mje1D18hgfvPpOt76YZdNJFdFbDp0gnEz1tCucRBv3dvdTv7Gq4pbt1BxkkQAMFNEDgLtgFdUdU9RbxSR/sApnJP7+TtWnZjnaQPgaEmDrg6CawUw/YGejP98A3+fv50Dx9N58eaOdsKoxA4cT2fk1FXOYkEjelDHlg01Xlbc2URUNRWYDpzGmfsnB2d6iMLfJBIAPAdMKC4AEekNhKjqikJeHyMisSISm5iYWNzuqpQafr68MbQrj17dmk9XHeCBabGkZdpEcpXRifRsRk5dxensHKaO7EHDuoHeDsmYYhPAmXaH93G+9T+F0/E7TUSKapieALylqilF7VxE6gNvAqMKDUB1kqrGqGpMgwbVb0pcHx/hyevb8tdbO7F0VxJ3vLOcwydsDr7K5LQrhwenx7L/WDqT7o+hjS0TaiqI4hJAIxEZBswB2onIjUAdYCyQVMT7BgDjRGQx0FVEJucv4L5KmAn8XlXjLiT46uSunpFMGdGDg8kZ3PzWUjbHe2VZZlNKubnKk59vYOXe4/z9js7nLOJujLcVlwCew5kILgunMzcSeAj4JzBDRHoW9CZVvVJV+7nXEFgHvC4iL+Ur9gAQDfzRvdjM0AuuRTVx5SUNmPlQbwThzneW878d1atJrDL62/xtzFkfz9MD29loLlPhlGpR+HPeKNIcaK2qC8s0oiJUl2GgxTlyIpORU1exIyGNl27uyN09bcGQimj68n08++VmhvWK5MWbOtrUzsZrLnhReBFpJiI9RKSjiLQWkSYiEgocKc+Tv/lF43qBfP5wby5vHcbvZ23k1XnbbCK5Cua7LQn86avNDLi0Ic8P6WAnf1MhlWQc2hicRWBOA/7uRwDQQER2quqDHozPFKJODT8mD4/huS83MXHxbg4kZ/DaHZ2p4efr7dCqvXUHUvj1J2vo1KQe/3d3N/xs6K6poEo6EPlZVY0TkTrA71T1BXG+0hz0YGymGP6+PrxySyci69fmb/O2kXAik3fviyakdoC3Q6u29h9L54Gpq2gQVIPJw3tQK8DG+puKq7jpoNvhDAVVEbkVeBlwicgwdToPhpRDjKYIIsLYfq148+5urDuQwm1vLyPu2Clvh1UtJZ/KYsSUleSoMnVkTxoE2YyupmIr9OuJiNTCmcqhG5DifjyFMyLofyKyQVXXlEOMpgSGdImgcb1AHvwwllsmLmPy8Bi6R4Z4O6xqIzM7h9EfxnIwJYOPR19GqwZ1vB2SMcUq9ApAVdNV9UagDc5kbWOBQPc3/7E4C8WbCqRH8/r8Z2wf6tTw4+5JK5i36bC3Q6oWcnOVxz9bx5r9ybwxtCsxzet7OyRjSqTY3ilVTQfuBq5Q1RMi4g+84F4u0lQwrRrUYfYjfWgfUZexM9Yw+ac9NpGch738zVa+3XSEPw66lEGdwr0djjElVmQPlYgsxWny6Qp84x7KJkAnEYlQ1XiPR2hKLbRODT55sBePf7aOl+Zu5cDxdJ4b0gFfHxuKWNY+WLKX95fsZWTf5oy+oqW3wzGmVIq7ArgOuAHYCgx2/zwQGA+M8Ghk5qIE+vvy1j3defCKFkxbHsdD02NJz3J5O6wqZd6mw7w4dwvXd2jEM4PbezscY0qtyASgqqdUNRN4AWdKiGzgVmABsMHz4ZmL4eMj/HFwe/58Uwe+33aUoe+u4GhaprfDqhJWxx3nN5+uo1uzYP51Vze7ujKVUqEJQER8ROQxEekCbHR3/iowWlUPFbcamKk47u/dnPfuj2HX0ZPc8tYydiSkeTukSm1P4klGT4slvF4gk4f3INDfbr4zlVNRo4BygV8BbYGFIjIBp88gt7D3mIrrmksbMfOh3mTl5HLb28tYtquoyVxNYZJOnmbElFWICFNH9qS+3XRnKrHi+gByVXUmTidwLaALv6wRYCqZTk3rMfuRPjSuG8jwKSv5z2q7kbs0MrJyeGBaLEfTMnl/eAzNw2p7OyRjLkpx96m3EJE/uH8+DVwPNHdvE6CGqj7nyQBN2WoaUosvxvZh7Eer+d3n6zmQnM5vrmljk5UVIydXeezTtWw4mMK7w6LpZjfZmSqguASQDmx3/6w4J/0M9zYB7F73SqheTX+mjuzJhFkbeGPhTg4cz+Avt3YiwM8mLSuIqvLCnM18tyWBF37Vges6NPZ2SMaUieISQIKq/kdE2gB/BZ4EjqrqfzwfmvGkAD8f/nFHFyLr1+KNhTs5fCKDt4dFU6+mv7dDq3De+2kPHy6PY8yVLRnep7m3wzGmzBT3lc9HRIYA/wU+UtW9WB9AlSEi/HbAJbx2RxdW7j3OHe8s42ByurfDqlDmrI/nlW+2cWPncCYMbOftcIwpU0UOA8VZC3gx0FNVZ7ungLYxb1XM7dFN+XBUTw6fyOSWicvYeNDWGwb4ec8xfjdzPT2b1+e1O7rgY2P9TRVT5DBQVf2Xqqapat75hf9a0p2LSCMRWVvE6++LyDIReaak+zSe0ad1GP8Z24cAXx/ufHc5i7YmeDskr9p1NI0HP4ylWf2aTLo/2sb6myqpVL1+6viuFG95DWcx+fO41xfwVdU+QIS7n8F40SWNgpj9SB9aNazNgx/GMn35Pm+H5BVH0zIZ/sEqAvx8mTqyJ8G1bKy/qZo8NuxDRPoDp4AjhRTpB8x0//w9cLmnYjEl17BuIJ+N6c3VbRvy7JebeXnulmq13vCp0y5GTV3F8VNZTBnRg2b1a3k7JGM8xiMJQEQCgOeACUUUqw0ccv+cCjQqZF9jRCRWRGITExPLNlBToNo1/Jh0fwz3947ivZ/2Mu7jNWRm53g7LI9z5eTy6Mdr2BKfylv3dqNT03reDskYj/LUFcAE4C1VTSmizEl+aR6qU1gsqjpJVWNUNaZBgwZlG6UplK+P8MKvOvDM4EuZt/kId7+3gmMnT3s7LI9RVZ79cjM/bE/kpZs70b9dgd9HjKlSPJUABgDjRGQx0FVEJhdQZjW/NPt0AfZ5KBZzgUSE0Ve0ZOI93dkSn8otE5exJ/FkgWV/+ukncnJ+uUoYNmwY/fr1o1+/fvTs2bO8Qr5gExfv5pOV+xl3dSvuuSzS2+EYUy6KuxHsgqjqlWd+dieB10XkJVXNO9rnv8BPIhKBs85AL0/EYi7eDZ3CaVQvkNHTYrn17WW8d38MPdzLHrpcLnx9falZsyYLFy7k+uuvx+Vy0bJlS4YNGwbA/PnzvRl+sWavPcjf52/n5q4RPHldW2+HY0y5EW8uFygiIcC1wI+qWlhn8VkxMTEaGxvr+cBMgeKOnWLElFUcSs7g0f6t8fURjqycy6ofvj2nXP/+/XG5XDzyyCMAvPvuuzz99NPeCLlYy3YlMXzKSmKi6jNtVE+bDsNUSSKyWlVjzttemdaLtQTgfcmnsrjnvRVsPZKG4EwpMfH2S0jbt5Hw8HACAwPp0qULMTEx1KlTB3CuEpYsWeLdwAuw/Ugat7+9jPDgQD5/uI9Ng2GqrMISgH3dMaUSUjuAgR2dydAUOO3K5b6xjxPvF07Ldh159dVXmTZtGuPHj2fx4sWMHz+eith5f+REJiOmrKRWDV+mjOxpJ39TLdkVgCm11XHJ3Dt5BVmuXDL3rKaOP2Q1jSbA14eONVPo3siXx++/ldo1/FDVCjfVdFpmNne+u4L9x04x8+HedIiw4Z6marMmIFOmVscls2LPMXq1DKV7ZDAbDp5gzvp4vt5wmCOpmQT6+3DNpY0Y0jmCfm0bVJipFLJzchk1dRXLdx/jgxE9uPKSind1YkxZswRgykVurhIbl8yc9fF8s/Ewx05lUaeGH9d1aMSQLhFc3joMf1/vtDyqKuO/2MAXqw/y6u2duTOmmVfiMKa8WQIw5c6Vk8vyPceYsz6eeZuOkJrpIriWPzd0DGdIl3AuaxGKbznOsPnGwh28sXAnv7mmDY9fe0m5HdcYb7MEYLzqtCuHn3YkMWdDPN9tSSA9K4cGQTUY3MlJBt2ahXh0uuWZsQd46osN3BHdlFdv71zh+iWM8SRLAKbCyMjK4YftR5mzPp5F246S5cqlSXBNbuwczpAuEXSIqFtmJ+icnByW7j7OqKmr6N0qlA9G9PBaE5Qx3mIJwFRIaZnZLNyawJz1h/lxRyKuXKVFWG2GuJNBm0ZBF7X/4WPGEdt4CJGhtZn5UC/Gjh7JwYMHAUhPT2flypVlUQ1jKrTCEoBHpoIwpqSCAv25pVtTbunWlORTWczffIQ5G+L59w+7+L/vd9GucRA3dg7nxs4RNA+rXeL9btmyhX/86998NusrAkNW8MI/XiYo0L9STVFhjKdZAjAVRkjtAO7qGcldPSM5mpbJtxuPMGd9PK8t2MFrC3bQuWk9hnSOYHDncCKCC1xn6KywiEh2Nr6aeh1P8q8n76deDedKNzAwkF69nGmn1q9f7/E6GVORWROQqfAOpWQwd0M8c9YfZuMhZ73iHs1DGNIlghs6htMgqMY55X/ec4zxn29g87xpvPHkKMJ8TtGwYUNcLhfjxo2r8FNUGFPWrAnIVFpNgmsy5spWjLmyFfuSTvG1Oxk89+Vmnv9qM31ahTGkSzjXd2jM7qMnuee9n0nbvhRyc2jfsRPHd8QyevRoUlNTeeWVVxg6dChz585l8uSCZik3pvqwKwBTaW0/kuZOBvHsO5aOv6+QneP8PqsrGz9/f564ri3jrm7tbMszLUVFnKLCGE+xKwBT5bRtHETbxm154tpL2HQolfd+2sNX6+MBED9/FOdEn5mdQ6C/7zknfDv5G2OzgZoqQETo2KQuKRnZBPr78Gj/1nSPDCYo0I/XFuwg+sXv+O2na1m0NYEsV663wzWmwvDYFYCI1AeigbWqmuSp4xgD8PHK/fy4I5EXb+rAfb2bw3VtceXk8vPe43y9IZ5vNh7hv+viqVfTn4EdGjOkSwS9WtbHz24KM9WYR/oARCQcmAV8DdwF9FfVxHxlQoAZQBCwWVUfLm6/1gdgChJ37BQ3/OsnoqNC+HBUzwKbd7JcuSzdlcSc9fEs2JLAydMuwuoEMKiTc8NZdKRnp6IwxpvKuw+gA/C4qq5wn+i7A/nvurkP+EhVPxaRGSISo6p2djelkpOrjP98A74+wt9uK3yOnwA/H65u15Cr2zUkMzuHxduPMmf9YT5bdYAPl8cRXi/QPS9RBJ2b1rM+AlMteGpR+IUAInIl0BP4cwHFjgFtRSQYaAbs90Qspmr7YMleVu47zj/u6FLszWFnBPr7MrBjOAM7hnPytItFWxOYsz6eacv3MXnJXiLr12JIFycZtG0UZMnAVFme7AMQYCiQDeQUUGQJMBh4DNgGJHsqFlM17UhI4+8LtnNd+0bc2r3JBe2jTg0/burahJu6NuFEejbztzh3H7/zvz289cNu2jSsw5AuEdzYOZyWDeqUcQ2M8S6P3wcgIi8Cm1T1s3zbZwBjVTVVRJ4ATqrqpALePwYYAxAZGRkdFxfn0XhN5ZCdk8stE5cSn5LJgsevJKxOjeLfVApJJ0/z7SYnGazcexyAjk3qnp2KomlIrTI9njGeVK59ACLyNHBYVT8EgoGUAorVAjqJyArgMmBhQftyJ4VJ4HQCeyJeU/m89cMuNh1K5Z1h3cv85A8QVqcG9/WK4r5eURw+kcHcDYeZs+Ewf/l2G3/5dhvRUSEM6RzOoM7hNAwKLPPjG1MePDUKKASYCdQANgFvAXer6jN5yvQEpgBRwHLgFlU9WdR+bRSQAdh48AS3TFzKkC4R/HNo13I99v5j6cxx33287UgaItCrRah7XqLGhNQOKNd4jCkJWw/AVAmZ2TkMeXMJaZku5v/2SurV8vdaLDsT0piz4TBfr49nT9Ip/HyEy9uEMaRzBNd2aETdQO/FZkxelgBMlfDKN1uZ9OMepo3qyVWXNPB2OIAz3cTm+FS+3nCYOevjOZSS4Qw7bduAIV0i6N+uIbUCbNYV4z02F5Cp9FbuPc57P+3h3ssiK8zJH85MRVGPjk3q8fTAtqw9kMKc9fHM3XCY+ZsTqBXgy4BLG3Fj53CuatuAGn6+3g7ZGMCuAEwlceq0ixv+9RMA3/7mCmrXqPjfXXJylZV7jzNnQzzfbjxMcno2QYF+XO+eiqJPq1Bbn9iUC7sCMJXaK99s5UByOp+N6V0pTv4Avj5C71ah9G4Vygu/6uCeiuIw8zcd4YvVB6lfO4AbOjrJoEfz+vjaVBSmnFWOvyRTrf1vRyIzft7PmCtb0rNFfW+Hc0H8fX3o17Yh/do2JDO7I//bkcic9fHMWnOIGT/vp1HdGgzuFMGQLuF0bRZc7N3HTzzxBK+//vrZ58OGDbPF7k2pWQIwFdqJ9Gye+mI9bRrW4YlrL/F2OGUi0N+X6zs05voOjUnPcrFo61HmrI/noxVxfLB0L01Dap69+7h9eN0Ck0GtWrWIi4tj8eLF1K5d2xa7NxfEEoCp0J6fs5ljJ7OYfH8PAv2rXudprQA/hnSJYEiXCFIzs1mw2ZmXaNKPe3h78W5aNqjNkM7O6ycyspn4wXSyE3axe+NqmjVrxrXXXkvLli3ZsWOHLXZvSs06gU2FNW/TYR7+aA2/HdCG3w6oGt/+S+r4qSy+3eQMK/1573FUQYCcjFRq1Q2mb8oi3n/ztbPlY2JibLF7U6jCOoFtCIKpkBLTTvOH2Zvo1KTe2TV9qxN/X6FRUCDtGtelYZAz1YUCPjXrku3KJe5oCuC097/wwguMHz+exYsXM378eBo0qDhDZE3FZk1ApsJRVf44eyMnT7t4/c4u1WKoZHZOLusPpLBkVxJLdiax7kAKrlwl0N+Hni1CGdihFp+uOoArJxd/Px+iO7alX79+iAgTJkzg+uuvB2DQoEEMHjzYy7UxlYUlAFPhzFpziAVbEvjjoEtp0yjI2+F4hKqyO/EkS3YmsWRXEiv2HOfkaRci0LlJPR66qiV9W4cRHRVy9saxX3Vtwoo9x+jVMpToqBvg2fHn7dfWLjClYQnAVCjxKRk8/9Vmejavz6jLW3g7nDKVmHaapbuS+GlnEkt3JXEkNROAqNBa/KprBFe0DqN3q1CCaxU8oVx0VAjRUSHlGbKp4iwBmApDVXnqiw3kqPLaHV0q/Y1R6Vkuft57nKXub/nbjqQBEFzLn76twri8TRiXtw6jWX1bW8B4hyUAU2F8tCKOJbuSePmWjkSGVr6TYk6usvHQCZbsTGTJriTWxKWQlZNLgJ8PPZqH8NTAtlzRugHtI+pW+uRmqgZLAKZC2Jd0ile+2caVlzTgnp6R3g6nRFSVuGPp/LQriaU7k1i2O4nUTBcA7cPrMrJvcy5vE0ZMVH1qBlS9exhM5WcJwHhdTq7yu8/X4+8rvHpb5wrdkXn8VBbLdjsjdX7amcShlAwAmgTX5IaO4fRtE0bfVqGEemCVMmPKmiUA43Xv/bSH1XHJvDG0K43rVazlFTOzc4jdl8xPuxJZuiuJzfGpqEJQoB+9W4bysHu0Touw2hU6cRlTEI8lABGpD0QDa1U1yVPHMZXbtiOpvL5gBwM7NOamrhHeDofcXGXL4dSz4/FX7TvOaVcu/r5Ct8gQnhhwCX3bhNG5ST38qsH9CaZq89Si8OHALOBr4HUR6a+qiYWUnQh8q6pzPBGLqbiyXLk88dl66tb04+VbOnrtG/TB5HSnSWdXEst2JZGcng1A20ZB3HtZFFe0CaNni/qVZhpqY0rKU7/RHYDHVXWFe4H47sB5UxSKyBVAYzv5V0///n4nWw6n8u590eXaZn4iI5vlu5POfsvfdywdgIZBNbi6XUOuaBNG31ZhNKxbsZqjjClrHkkAqroQQESuBHoCf85fRkT8gfeAb0TkJlX90hOxmIpp/YEU3lq8m1u7N+H6Do09eqzTrhzW7k85+y1/48EUchVqB/jSq2Uo9/duzhVtwmjdsI6145tqxZN9AAIMBbKBnAKK3A9sAV4Ffi0ikar6pqfiMRVHZnYOT8xcR8OgGvxpSIcy37+qsj0h7ew0Cz/vOU5Gdg6+PkKXpvV4tH8bLm8dRtdmwQT4WTu+qb48lgDUmWd6nIi8CNwIfJavSDdgkqoeEZGPgJeB8xKAiIwBxgBERlaO8eGmaH+fv53diaf46IHLqFfTv0z2eeREprtJJ5Elu46RdPI0AC0b1ObOmKb0bR1Gr1ah1A0sm+MZUxV4qhP4aeCwqn4IBAMpBRTbBbR0/xwDxBW0L1WdBEwCZz2Aso7VlK8Ve47xwdK93NcrisvbhF3wftIys/l5z3HnpL8riV1HTwIQWjuAvq1/mWYhIrhmWYVuTJXjqSuAScBMERkNbAIOishLqvpMnjLvAx+IyF2AP3C7h2IxFcTJ0y6e/Hw9UfVr8ftB7Ur13uKmSx4a04y+rcNo1zgIH5tmwZgS8VQncDJwbb7Nz+Qrkwbc4Ynjm4rp5blbiE/J4POHe1MroOhfPWe65FNn59XJP13ymCtbcnmbMLpHhlTJpSKNKQ82sNmUi3nr4vhwwSr6hZ6kSxNn8ZJhw4Zx8OBBwFnZau6in1jqbtJZuiuJwyec6ZIj65dsumRjTOlYAjAel5KexfgpC2mQGU+/lk1ISkqicePGNItqTqd+N7Ll0An+9/0iery8EPhluuS+rZ12/Mo4M6gxlYElAONxz325maN7tzH19/dxIiWFF6d9w7GQS1m49CC1TnXC37c+wWENGDOwLZe3DqNDRD2bLtmYcmAJwHjUm4t28tX6eHKO7efp+Yc5kZHNiSUL6XNnGwIPxRKasZOgQD9yc3J4pF/1W/zdGG+yBGA8ZnVcMq8v3EH6rpVIaBQxzUO4uVtTdkTs41TK9wx/6VmGDh3K3LlzmTx5srfDNabasQRgPGbFnmMI4B/alMD6EURH1edXXSLI7fQI69evp1u3bgAMGjSIwYMHezdYY6ohSwDGY3q1DCXAzwepH4G/nw+9WoYC4OPjc/bkD9j8O8Z4iSUA4zHRUSHMGN2LFXuO0atlKNFRId4OyRiThyUA41HRUSF24jemgrKpEI0xppqyBGCMMdWUJQBjjKmmLAEYY0w1ZQnAGGOqKXEW7qocRCSRQhaOKSNhQJIH919RWD2rFqtn1eKJekapaoP8GytVAvA0EYlV1Rhvx+FpVs+qxepZtZRnPa0JyBhjqilLAMYYU01ZAjjXJG8HUE6snlWL1bNqKbd6Wh+AMcZUU3YFYIwx1ZQlAGOMqaaqZQIQkUYi8pP755YiskhElovIs+5t/iLytYgsE5FR3o32wohIPRH5VkS+E5HZIhIgIu+76/RMnnLnbatMCqjnefV2l6tq9TxTr0YisjZPuapaz4kiMiRPuapWz0Yi8o2I/CQi7+Qp59F6VrsEICIhwDSgtnvTo8CzqtobuF5EGgC/BmJVtQ9wo4gEeSfai3Iv8LqqXgscAe4CfN11ihCRNiJya/5tXoz3QuWv5/B8zwdW0XoOdG9/DagJUFXrKSJXAI1VdQ5U2XoOBT5S1SuAIBGJKY96VrsEAOTgfNip7ufHgEtFpBEQAKQA/YCZ7teXAZXu5hNVnaiq37mfNgCG8Uudvgcu59x6ntlWqRRQz5X5nh+latbzqIj0B07hnECgatYzGXgP2CciN7m396Pq1TMIaCsiwUAzYD/lUM9qlwBUNVVVT+TZNA+4EngM+AFw4VwdHHK/ngo0Ktcgy5CI9AZCgAOcX6cqV09VXVHA8ypXT2AN8BwwIc/LVbGelwBbgFeBniLya6pmPT8C2uCch7bhJD6P17PaJYAC/AkYoap/xLmUvhY46f4ZoA6V9HMSkfrAm8AoCq5TVaznec+pmvWcALylqil5ilTFenYDJqnqEZyT5NVUzXq+Ajysqn/GSQAjKYd6VsoProxFAM1EJBDoDiiwml8ut7oA+7wT2oVzd57NBH6vqnEUXKcqV88C6g1VsJ7AAGCciCwGuorIZKpmPXcBLd0vx+BMBlkV61kL6CQivsBllNd5SFWr5QNY7P53MLAHSAM+AXyBKGAz8C9gFU5HjNdjLmX9xuJcRi52P4YD64HXga1APaBu/m3ejrsM6vmnfM+HVtF6Ds3z2mL3v1WxnsOBz4EfgeVAkypaz6fd55yTwHc43/g9Xk+7E7gQIhKBk33n67l9BpWWewTUtcCP6lxSF7itKrJ6Vi1WzzLavyUAY4ypnqwPwBhjqilLAMYYU01ZAjBVkoj4iogUsF3cIy0Kek/tgrZfwLFbiUjjstiXMZ5kCcBUVb8GForIQhHZICK7RGQhsMj9GiJSR0SW5XnPTBFpn39HInKXiOwQkSX5HscKOfbvgF7FBeien2l46atmTNnw83YAxnjIFGCvqn4pIrcD7VT1JREZCuxwl3EBWXD223834J48Fw7vqTNGOwd4SVU/dJcNdm/7T94DishnOMMUO+OMzX8yX0z36i/3JgCMwLkTPe8+nscZ1rn4wqptTMlZAjBVVQ7wFxHZemaDiNQAngeuFZGBOPcMtBeR/wEf44y3/sJd/EWgMc6NR77u93+Bc9fmvTiJIzffMVuoas+CghGRT8lzxe1OOGGquv/iqmnMhbMmIFMlqepJ4Fngb3k2P4Mz4+JBnJttrgHWAjcAD+JMBBitqvuA00CG+32BOCf8l3AmJrsO+BDnbs28cuHs1MVnmp9m5nk9b/kHgPfd5UPcZX/AmQAMEaklIl+IyI8i8pZ7W033FMIrReQTEfnDhX06xjgsAZgqR0R8RMQHmIXTHn/GHODv7tfAfcJW1XScm20+Avq5p//2BzLd5WoD6aq6DmeWxoOqeho4r5PZrbuqDlDVATiTmeWPLxiooaoJ7k1jgK9V9WogO8+2Tap6JRAuIp2BdsBBoC/QSlVfKelnYkxBrAnIVEUDcCZLO9NE0xBnrpV+7ue+wGTcbfgiEqCqye7EkICTNAL45QqgLfA/EYnCad/3E5GGwEkRqVfAneJSyM9njHYf/4wW/DLtb2yeY/YRkX5AME7fwmogGmdahH8V9QEYUxKWAEyVo6oLgAVnnuftBM6zrSlwD84J/VMReQ54G5isqtPc7f1nrgAuwUkmH+LMTdMKp3lpH84UxVtU9cy0vQBr3COOALbnjc2dOLJVNTnP5jigPc6c712B+e73rVTVKSJyI86Vx0DgRVWdfUEfjDH5WAIw1YFw/jfxbjgzwXZW1YMiEgn8WlXXue8faACcEpEWQDqwFximqgdwFieJAy4F/g4swVlZzhdAVccWEkMuTtv/m/leew/43J2o/PNsmyIiI3Hmgr8Hp8n2W/ec+EdxRiZtuqBPxBgsAZjqoYb7cZY6ywvOyfN8P7BfRKLd2+eparqItAZeVdUMnEV1zpTfJSK7cZqVJrk35x8VhDuZLHI/PQS87+6gzhtLEs489/ndmW9fvXCGsGbjzBYZVnS1jSmaTQZnjDHVlI0CMsaYasoSgDHGVFOWAIwxppqyBGCMMdWUJQBjjKmmLAEYY0w19f+VgvaDMfGnNgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#（5）各城市风向与风速的关系\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "from numpy import *\n",
    "\n",
    "# 读取excel数据为dataframe\n",
    "table = pd.read_excel(\".\\\\气象数据分析\\\\weatherData.xlsx\", keep_default_na=False)\n",
    "# 按城市获得风速数据\n",
    "speed1 = table.iloc[0:8759][\"WIND-AVG-SPEED\"]\n",
    "speed2 = table.iloc[8759:8759 * 2][\"WIND-AVG-SPEED\"]\n",
    "speed3 = table.iloc[8759 * 2: 8759 * 3][\"WIND-AVG-SPEED\"]\n",
    "speed4 = table.iloc[8759 * 3: 8759 * 4][\"WIND-AVG-SPEED\"]\n",
    "speed5 = table.iloc[8759 * 4: 8759 * 5][\"WIND-AVG-SPEED\"]\n",
    "speed6 = table.iloc[8759 * 5: 8759 * 6][\"WIND-AVG-SPEED\"]\n",
    "speed7 = table.iloc[8759 * 6: 8759 * 7][\"WIND-AVG-SPEED\"]\n",
    "speed8 = table.iloc[8759 * 7: 8759 * 8][\"WIND-AVG-SPEED\"]\n",
    "# 按城市获得风向数据\n",
    "direction1 = table.iloc[0:8759][\"WIND-DIRECTION\"]\n",
    "direction2 = table.iloc[8759:8759 * 2][\"WIND-DIRECTION\"]\n",
    "direction3 = table.iloc[8759 * 2: 8759 * 3][\"WIND-DIRECTION\"]\n",
    "direction4 = table.iloc[8759 * 3: 8759 * 4][\"WIND-DIRECTION\"]\n",
    "direction5 = table.iloc[8759 * 4: 8759 * 5][\"WIND-DIRECTION\"]\n",
    "direction6 = table.iloc[8759 * 5: 8759 * 6][\"WIND-DIRECTION\"]\n",
    "direction7 = table.iloc[8759 * 6: 8759 * 7][\"WIND-DIRECTION\"]\n",
    "direction8 = table.iloc[8759 * 7: 8759 * 8][\"WIND-DIRECTION\"]\n",
    "\n",
    "\n",
    "# 函数处理表格中的空格\n",
    "def deal(a):\n",
    "    list1 = a.tolist()\n",
    "    list2 = []\n",
    "    for i in range(len(list1)):\n",
    "        if list1[i] != '':\n",
    "            list2.append(list1[i])\n",
    "            a = pd.Series(list2)\n",
    "    return a\n",
    "\n",
    "\n",
    "# 创建图形对象\n",
    "# fig, axes = plt.subplots(2, 4)\n",
    "# plt.ylim(-10, 25)\n",
    "# plt.xlim(1, 12)\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "\n",
    "# 数据处理总函数，求出每个月风速风向的平均值之后，运用plt画图，并设置图形属性\n",
    "def plot_figure(a, b, x, y, name):\n",
    "    title = name\n",
    "    speed_1 = a.iloc[0:743]\n",
    "    speed_2 = a.iloc[743:1415]\n",
    "    speed_3 = a.iloc[1415:2159]\n",
    "    speed_4 = a.iloc[2159:2879]\n",
    "    speed_5 = a.iloc[2879:3623]\n",
    "    speed_6 = a.iloc[3623:4343]\n",
    "    speed_7 = a.iloc[4343:5087]\n",
    "    speed_8 = a.iloc[5087:5831]\n",
    "    speed_9 = a.iloc[5831:6551]\n",
    "    speed_10 = a.iloc[6551:7295]\n",
    "    speed_11 = a.iloc[7295:8015]\n",
    "    speed_12 = a.iloc[8015:8715]\n",
    "\n",
    "    direction_1 = b.iloc[0:743]\n",
    "    direction_2 = b.iloc[743:1415]\n",
    "    direction_3 = b.iloc[1415:2159]\n",
    "    direction_4 = b.iloc[2159:2879]\n",
    "    direction_5 = b.iloc[2879:3623]\n",
    "    direction_6 = b.iloc[3623:4343]\n",
    "    direction_7 = b.iloc[4343:5087]\n",
    "    direction_8 = b.iloc[5087:5831]\n",
    "    direction_9 = b.iloc[5831:6551]\n",
    "    direction_10 = b.iloc[6551:7295]\n",
    "    direction_11 = b.iloc[7295:8015]\n",
    "    direction_12 = b.iloc[8015:8759]\n",
    "\n",
    "    speed_1 = deal(speed_1)\n",
    "    speed_2 = deal(speed_2)\n",
    "    speed_3 = deal(speed_3)\n",
    "    speed_4 = deal(speed_4)\n",
    "    speed_5 = deal(speed_5)\n",
    "    speed_6 = deal(speed_6)\n",
    "    speed_7 = deal(speed_7)\n",
    "    speed_8 = deal(speed_8)\n",
    "    speed_9 = deal(speed_9)\n",
    "    speed_10 = deal(speed_10)\n",
    "    speed_11 = deal(speed_11)\n",
    "    speed_12 = deal(speed_12)\n",
    "    direction_1 = deal(direction_1)\n",
    "    direction_2 = deal(direction_2)\n",
    "    direction_3 = deal(direction_3)\n",
    "    direction_4 = deal(direction_4)\n",
    "    direction_5 = deal(direction_5)\n",
    "    direction_6 = deal(direction_6)\n",
    "    direction_7 = deal(direction_7)\n",
    "    direction_8 = deal(direction_8)\n",
    "    direction_9 = deal(direction_9)\n",
    "    direction_10 = deal(direction_10)\n",
    "    direction_11 = deal(direction_11)\n",
    "    direction_12 = deal(direction_12)\n",
    "\n",
    "    mean_speed_1 = mean(speed_1)\n",
    "    mean_speed_2 = mean(speed_2)\n",
    "    mean_speed_3 = mean(speed_3)\n",
    "    mean_speed_4 = mean(speed_4)\n",
    "    mean_speed_5 = mean(speed_5)\n",
    "    mean_speed_6 = mean(speed_6)\n",
    "    mean_speed_7 = mean(speed_7)\n",
    "    mean_speed_8 = mean(speed_8)\n",
    "    mean_speed_9 = mean(speed_9)\n",
    "    mean_speed_10 = mean(speed_10)\n",
    "    mean_speed_11 = mean(speed_11)\n",
    "    mean_speed_12 = mean(speed_12)\n",
    "    mean_direction_1 = mean(direction_1)\n",
    "    mean_direction_2 = mean(direction_2)\n",
    "    mean_direction_3 = mean(direction_3)\n",
    "    mean_direction_4 = mean(direction_4)\n",
    "    mean_direction_5 = mean(direction_5)\n",
    "    mean_direction_6 = mean(direction_6)\n",
    "    mean_direction_7 = mean(direction_7)\n",
    "    mean_direction_8 = mean(direction_8)\n",
    "    mean_direction_9 = mean(direction_9)\n",
    "    mean_direction_10 = mean(direction_10)\n",
    "    mean_direction_11 = mean(direction_11)\n",
    "    mean_direction_12 = mean(direction_12)\n",
    "\n",
    "    mean_speed_month = [mean_speed_1, mean_speed_2, mean_speed_3, mean_speed_4, mean_speed_5, mean_speed_6,\n",
    "                        mean_speed_7, mean_speed_8,\n",
    "                        mean_speed_9, mean_speed_10, mean_speed_11, mean_speed_12]\n",
    "    mean_direction_month = [mean_direction_1, mean_direction_2, mean_direction_3, mean_direction_4, mean_direction_5,\n",
    "                            mean_direction_6, mean_direction_7, mean_direction_8,\n",
    "                            mean_direction_9, mean_direction_10, mean_direction_11, mean_direction_12]\n",
    "    month = ['一月', '二月', '三月', '四月', '五月', '六月', '七月', '八月', '九月', '十月', '十一月', '十二月']\n",
    "    plt.plot(mean_direction_month, mean_speed_month, marker=\".\")\n",
    "    for i in range(12):\n",
    "        plt.text(mean_direction_month[i], mean_speed_month[i], month[i], fontsize=6)\n",
    "    plt.xlabel('平均风向/deg')\n",
    "    plt.ylabel('平均风速/(m/s)')\n",
    "    plt.title(title + \"风速_风向关系\")\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "plot_figure(speed1, direction1, 0, 0, \"MINNEAPOLIS\")\n",
    "plot_figure(speed2, direction2, 0, 1, 'OKLAHOMA')\n",
    "plot_figure(speed3, direction3, 0, 2, 'KANSAS')\n",
    "plot_figure(speed4, direction4, 0, 3, 'DENVER')\n",
    "plot_figure(speed5, direction5, 1, 0, 'NASHVILLE')\n",
    "plot_figure(speed6, direction6, 1, 1, 'ATLANTA')\n",
    "plot_figure(speed7, direction7, 1, 2, 'LAS_VEGAS')\n",
    "plot_figure(speed8, direction8, 1, 3, 'CHICAGO')\n",
    "\n",
    "#有点复杂，还是看图吧\n"
   ]
  },
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